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cs.CR2026
MemForm: Benchmarking Memory Formation Poisoning in LLM Agents
Haowen Pan, Pengyang Shao, Yunshan Ma +4
Long-term memory enables LLM agents to learn from past interactions but exposes memory formation to adversarial influence. Existing studies primarily organize memory poisoning by a…
cs.CR2025★ 1 cited
MM-AttacKG: A Multimodal Approach to Attack Graph Construction with Large Language Models
Yongheng Zhang, Xinyun Zhao, Yunshan Ma +5
Cyber Threat Intelligence (CTI) parsing aims to extract key threat information from massive data, transform it into actionable intelligence, enhance threat detection and defense ef…
cs.CR2025
AttackSeqBench: Benchmarking the Capabilities of LLMs for Attack Sequences Understanding
Haokai Ma, Javier Yong, Yunshan Ma +4
Cyber Threat Intelligence (CTI) reports document observations of cyber threats, synthesizing evidence about adversaries' actions and intent into actionable knowledge that informs d…